Adaptive Telemetry in Grafana Cloud is a comprehensive suite designed to optimize observability data by ensuring only the most valuable metrics, logs, traces, and profiles are retained, thereby reducing costs and enhancing clarity. With features like Adaptive Metrics, Adaptive Logs, Adaptive Traces, and Adaptive Profiles, the suite employs intelligent classification and prioritization techniques to automatically recommend actions such as aggregating, sampling, or dropping low-value data. This approach helps organizations filter out noise and control costs while maintaining essential insights for monitoring and troubleshooting. At ObservabilityCON 2025, Grafana Cloud introduced new components like Adaptive Traces and Adaptive Profiles, which are designed to retain valuable traces and adjust profiling dynamically to maximize resource efficiency. The suite supports automated and flexible optimization, offering fine-grained control over data with customizable policies, anomaly detection, and a queryless investigative workflow through Grafana Traces Drilldown, ultimately providing an integrated solution for efficient and effective observability management.